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Articles on algorithmic/automated trading in MetaTrader 5

November 16, 2023 |

Understanding functions in MQL5 with applications Functions are critical things in any programming language, it helps developers apply the concept of (DRY) which means do not repeat yourself, and many other benefits. In this article, you will find much more information about functions and how we can create our own functions in MQL5 with simple applications that can be used or called in any system you have to enrich your trading system without complicating things. Source link

Articles on machine learning in trading — developing neural networks for algorithmic trading in financial markets

November 15, 2023 |

Regression models of the Scikit-learn Library and their export to ONNX In this article, we will explore the application of regression models from the Scikit-learn package, attempt to convert them into ONNX format, and use the resultant models within MQL5 programs. Additionally, we will compare the accuracy of the original models with their ONNX versions for both float and double precision. Furthermore, we will examine the ONNX representation of regression models, aiming to provide a better understanding of their internal structure and operational principles. Source link

Articles on statistics and data analysis with MQL5

November 15, 2023 |

Discrete Hartley transform In this article, we will consider one of the methods of spectral analysis and signal processing – the discrete Hartley transform. It allows filtering signals, analyzing their spectrum and much more. The capabilities of DHT are no less than those of the discrete Fourier transform. However, unlike DFT, DHT uses only real numbers, which makes it more convenient for implementation in practice, and the results of its application are more visual. Source link

Articles on how to develop and use trading robots in MetaTrader 5

November 15, 2023 |

Understanding functions in MQL5 with applications Functions are critical things in any programming language, it helps developers apply the concept of (DRY) which means do not repeat yourself, and many other benefits. In this article, you will find much more information about functions and how we can create our own functions in MQL5 with simple applications that can be used or called in any system you have to enrich your trading system without complicating things. Source link

Articles on how to develop and use technical indicators in MetaTrader 5

November 15, 2023 |

Discrete Hartley transform In this article, we will consider one of the methods of spectral analysis and signal processing – the discrete Hartley transform. It allows filtering signals, analyzing their spectrum and much more. The capabilities of DHT are no less than those of the discrete Fourier transform. However, unlike DFT, DHT uses only real numbers, which makes it more convenient for implementation in practice, and the results of its application are more visual. Source link

Articles on how to integrate algorithmic/automated trading systems for MetaTrader 5

November 15, 2023 |

Regression models of the Scikit-learn Library and their export to ONNX In this article, we will explore the application of regression models from the Scikit-learn package, attempt to convert them into ONNX format, and use the resultant models within MQL5 programs. Additionally, we will compare the accuracy of the original models with their ONNX versions for both float and double precision. Furthermore, we will examine the ONNX representation of regression models, aiming to provide a better understanding of their internal structure and operational principles. Source link

Articles on forex and exchange trading with MetaTrader 5 – learn about manual and algorithmic/automated forex trading

November 15, 2023 |

Discrete Hartley transform In this article, we will consider one of the methods of spectral analysis and signal processing – the discrete Hartley transform. It allows filtering signals, analyzing their spectrum and much more. The capabilities of DHT are no less than those of the discrete Fourier transform. However, unlike DFT, DHT uses only real numbers, which makes it more convenient for implementation in practice, and the results of its application are more visual. Source link

Articles on strategy testing in MQL5

November 15, 2023 |

Category Theory in MQL5 (Part 5): Equalizers Category Theory is a diverse and expanding branch of Mathematics which is only recently getting some coverage in the MQL5 community. These series of articles look to explore and examine some of its concepts & axioms with the overall goal of establishing an open library that provides insight while also hopefully furthering the use of this remarkable field in Traders’ strategy development. Source link

Articles with examples of MQL5 programming and use of trading robots and technical indicators

November 15, 2023 |

Structures in MQL5 and methods for printing their data In this article we will look at the MqlDateTime, MqlTick, MqlRates and MqlBookInfo strutures, as well as methods for printing data from them. In order to print all the fields of a structure, there is a standard ArrayPrint() function, which displays the data contained in the array with the type of the handled structure in a convenient tabular format. Source link

Articles on algorithmic/automated trading in MetaTrader 4 and MQL4 programming

October 15, 2022 |

How to create an indicator of non-standard charts for MetaTrader Market Through offline charts, programming in MQL4, and reasonable willingness, you can get a variety of chart types: “Point & Figure”, “Renko”, “Kagi”, “Range bars”, equivolume charts, etc. In this article, we will show how this can be achieved without using DLL, and therefore such “two-for-one” indicators can be published and purchased from the Market. Source link

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